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Edge AI merges artificial intelligence (AI) with edge computing to process data in real-time, closer to its source. This eliminates cloud dependency, reduces latency, enhances security, and improves operational efficiency. Industries such as manufacturing, automotive, and plant operations are leveraging Edge AI for predictive maintenance, autonomous robotics, and AI-driven supply chain optimization. This whitepaper examines the key drivers, challenges, and real-world applications of Edge AI, providing insights into its role in industrial automation.